Executive Summary Most AI marketing systems fail quietly. Not because the AI is inaccurate — but because it lacks identity, context, and continuity. This article explains why unified identity is the foundation of effective AI, what to evaluate, and which modern platforms demonstrate credible maturity. Table of Contents Why AI Marketing Underperforms Why Unified Identity […]